{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "228fabed",
   "metadata": {},
   "source": [
    "# 案例 02｜降水异常与气象干旱的时空聚集分析\n",
    "\n",
    "**案例特有算法：**SPI-3、干旱频率与 Global Moran I。\n",
    "\n",
    "本 Notebook 使用固定随机种子生成合成教学数据，图件用于验证算法与可视化链路，不代表真实生态环境结论。接入真实产品前请阅读 `data/README.md` 与数据清单。\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "527b6771",
   "metadata": {},
   "source": [
    "## 第1步｜生成并检查降水与月份\n",
    "\n",
    "按上到下运行本 Notebook。若只改了本步骤的参数，改完后从本标题下的代码格重新运行，并检查对应的图表或 CSV。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "0de30f88",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-13T11:09:27.118370Z",
     "iopub.status.busy": "2026-10-13T11:09:27.118216Z",
     "iopub.status.idle": "2026-10-13T11:09:27.566761Z",
     "shell.execute_reply": "2026-10-13T11:09:27.566262Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "中文字体：Noto Sans CJK SC（案例库随包字体）\n"
     ]
    }
   ],
   "source": [
    "# 图表字体：优先使用案例库随包提供的开源简体中文字体，保证不同电脑导出中文不变方框。\n",
    "from pathlib import Path\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import font_manager\n",
    "\n",
    "_font_relative_path = Path(\"assets\") / \"fonts\" / \"NotoSansCJKsc-Regular.otf\"\n",
    "_font_search_roots = [Path.cwd(), *Path.cwd().parents]\n",
    "_font_path = next((base / _font_relative_path for base in _font_search_roots\n",
    "                   if (base / _font_relative_path).is_file()), None)\n",
    "if _font_path is not None:\n",
    "    font_manager.fontManager.addfont(str(_font_path))\n",
    "    _font_name = font_manager.FontProperties(fname=str(_font_path)).get_name()\n",
    "    _font_source = \"案例库随包字体\"\n",
    "else:\n",
    "    # 单独拷贝 Notebook 时仍可使用已安装的中文字体；找不到时明确报错，不生成方框图。\n",
    "    _system_font_candidates = [\"Microsoft YaHei\", \"Noto Sans SC\", \"Noto Sans CJK SC\",\n",
    "                               \"Source Han Sans SC\", \"SimHei\", \"DengXian\", \"SimSun\",\n",
    "                               \"WenQuanYi Zen Hei\", \"Arial Unicode MS\"]\n",
    "    _available_fonts = {item.name for item in font_manager.fontManager.ttflist}\n",
    "    _font_name = next((name for name in _system_font_candidates if name in _available_fonts), None)\n",
    "    if _font_name is None:\n",
    "        raise FileNotFoundError(\n",
    "            \"未找到中文字体。请从案例库根目录运行 Notebook，并保留 assets/fonts/NotoSansCJKsc-Regular.otf。\"\n",
    "        )\n",
    "    _font_source = \"系统已安装字体\"\n",
    "\n",
    "matplotlib.rcParams[\"font.family\"] = \"sans-serif\"\n",
    "matplotlib.rcParams[\"font.sans-serif\"] = [_font_name, \"DejaVu Sans\"]\n",
    "matplotlib.rcParams[\"axes.unicode_minus\"] = False\n",
    "print(f\"中文字体：{_font_name}（{_font_source}）\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "785c54a3",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-13T11:09:27.568589Z",
     "iopub.status.busy": "2026-10-13T11:09:27.568406Z",
     "iopub.status.idle": "2026-10-13T11:09:28.714530Z",
     "shell.execute_reply": "2026-10-13T11:09:28.713968Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "数据状态：固定种子合成月降水（不是 CHIRPS 实测栅格）\n",
      "月份数：120；降水矩阵形状：(120, 80)；网格：8×10；缺测数：0\n"
     ]
    }
   ],
   "source": [
    "import numpy as np, pandas as pd, matplotlib.pyplot as plt\n",
    "from pathlib import Path\n",
    "import sys\n",
    "CASE_ROOT=Path.cwd()\n",
    "_candidates=[CASE_ROOT,*CASE_ROOT.parents,CASE_ROOT/\"cases\"/\"02_chirps-drought-hotspots\",CASE_ROOT/\"02_chirps-drought-hotspots\"]\n",
    "for _parent in [CASE_ROOT,*CASE_ROOT.parents]:\n",
    "    _candidates.extend([_parent/\"cases\"/\"02_chirps-drought-hotspots\",_parent/\"02_chirps-drought-hotspots\"])\n",
    "for _candidate in _candidates:\n",
    "    if (_candidate/\"src\"/\"core_model.py\").is_file():\n",
    "        CASE_ROOT=_candidate; break\n",
    "else:\n",
    "    raise FileNotFoundError(\"Cannot locate case root or src/core_model.py; run from the case root or notebook folder.\")\n",
    "sys.path.insert(0,str(CASE_ROOT/\"src\"))\n",
    "from core_model import spi3,drought_frequency,moran_i,lisa_quadrants,lisa_statistics\n",
    "out_dir=CASE_ROOT/\"notebook\"/\"figures\"; package_figures = Path('figures'); out_dir.mkdir(parents=True,exist_ok=True)\n",
    "def style_synthetic_grid_axes(ax,nx,ny):\n",
    "    xt=np.unique(np.linspace(0,nx-1,min(nx,5),dtype=int)); yt=np.unique(np.linspace(0,ny-1,min(ny,5),dtype=int))\n",
    "    ax.set_xticks(xt,[str(v+1) for v in xt]); ax.set_yticks(yt,[str(v+1) for v in yt])\n",
    "    ax.set_xlim(-.5,nx-.5); ax.set_ylim(ny-.5,-.5); ax.set_aspect(\"equal\",adjustable=\"box\")\n",
    "    ax.set_xlabel(\"网格列（像元序号）\"); ax.set_ylabel(\"网格行（自上而下）\"); ax.tick_params(labelsize=8)\n",
    "plt.rcParams[\"font.sans-serif\"]=[_font_name,\"DejaVu Sans\"]\n",
    "plt.rcParams[\"axes.unicode_minus\"]=False\n",
    "rng=np.random.default_rng(102); months=np.arange(120); ny,nx=8,10\n",
    "season=65+25*np.sin(2*np.pi*months[:,None]/12); spatial=np.linspace(-12,12,ny*nx)[None,:]\n",
    "precip=np.maximum(1,season+spatial+rng.normal(0,16,(120,ny*nx)))\n",
    "Z=spi3(precip,period=3,min_samples=5); freq=drought_frequency(Z); W=np.zeros((ny*nx,ny*nx))\n",
    "for r in range(ny):\n",
    " for c in range(nx):\n",
    "  i=r*nx+c\n",
    "  for dr,dc in ((-1,0),(1,0),(0,-1),(0,1)):\n",
    "   rr,cc=r+dr,c+dc\n",
    "   if 0<=rr<ny and 0<=cc<nx: W[i,rr*nx+cc]=1\n",
    "W=W/np.maximum(W.sum(1,keepdims=True),1); annual=np.nanmean(Z.reshape(10,12,-1),axis=1)[-1]\n",
    "\n",
    "print(\"数据状态：固定种子合成月降水（不是 CHIRPS 实测栅格）\")\n",
    "print(f\"月份数：{months.size}；降水矩阵形状：{precip.shape}；网格：{ny}×{nx}；缺测数：{int(np.isnan(precip).sum())}\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d52af5ac",
   "metadata": {},
   "source": [
    "## 第2步｜绘制末月 SPI-3\n",
    "\n",
    "按上到下运行本 Notebook。若只改了本步骤的参数，改完后从本标题下的代码格重新运行，并检查对应的图表或 CSV。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "03e5514a",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-13T11:09:28.716660Z",
     "iopub.status.busy": "2026-10-13T11:09:28.716364Z",
     "iopub.status.idle": "2026-10-13T11:09:29.004320Z",
     "shell.execute_reply": "2026-10-13T11:09:29.003615Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x450 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax=plt.subplots(figsize=(9,4.5)); im=ax.imshow(Z[-1].reshape(ny,nx),cmap=\"BrBG\",vmin=-2.2,vmax=2.2); fig.colorbar(im,ax=ax,label=\"SPI-3（标准化指数）\"); ax.set_title(\"合成网格：末月 SPI-3 干旱异常\"); style_synthetic_grid_axes(ax,nx,ny); fig.tight_layout(); fig.savefig(out_dir/\"01_spatiotemporal_overview.png\",dpi=160); plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "089f90ac",
   "metadata": {},
   "source": [
    "## 第3步｜计算干旱频率与 Global Moran I\n",
    "\n",
    "按上到下运行本 Notebook。若只改了本步骤的参数，改完后从本标题下的代码格重新运行，并检查对应的图表或 CSV。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "a6ef71ad",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-13T11:09:29.006439Z",
     "iopub.status.busy": "2026-10-13T11:09:29.006182Z",
     "iopub.status.idle": "2026-10-13T11:09:29.215168Z",
     "shell.execute_reply": "2026-10-13T11:09:29.214602Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x450 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "I=moran_i(freq,W); fig,ax=plt.subplots(figsize=(7,4.5)); im=ax.imshow(freq.reshape(ny,nx),cmap=\"YlOrRd\",vmin=0,vmax=1); fig.colorbar(im,ax=ax,label=\"干旱发生频率（比例）\"); ax.set_title(f\"合成网格：全期干旱频率（Global Moran I={I:.3f}；未检验显著性）\"); style_synthetic_grid_axes(ax,nx,ny); fig.tight_layout(); fig.savefig(out_dir/\"02_trend_significance.png\",dpi=160); plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2c6a9e19",
   "metadata": {},
   "source": [
    "## 第4步｜Local Moran、置换检验与 BH-FDR\n",
    "\n",
    "按上到下运行本 Notebook。若只改了本步骤的参数，改完后从本标题下的代码格重新运行，并检查对应的图表或 CSV。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "5ae972dd",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-13T11:09:29.217470Z",
     "iopub.status.busy": "2026-10-13T11:09:29.217272Z",
     "iopub.status.idle": "2026-10-13T11:09:32.937752Z",
     "shell.execute_reply": "2026-10-13T11:09:32.937230Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x450 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Local Moran's I permutation test + Benjamini–Hochberg FDR correction.\n",
    "lisa=lisa_statistics(annual,W,permutations=4999,seed=102,fdr_alpha=.05); quad=lisa_quadrants(annual,W)\n",
    "lisa_table=pd.DataFrame({\"cell_id\":np.arange(ny*nx),\"analysis_field\":\"last_year_12month_mean_SPI3\",\"local_I\":lisa[\"local_i\"],\"p_value\":lisa[\"p_value\"],\"q_value_BH\":lisa[\"q_value\"],\"quadrant\":quad,\"significant_FDR_0_05\":lisa[\"significant\"]}); lisa_table.to_csv(CASE_ROOT/\"outputs\"/\"student_run\"/\"lisa_cell_diagnostics.csv\",index=False)\n",
    "colors={\"HH\":\"#d73027\",\"LL\":\"#4575b4\",\"HL\":\"#fdae61\",\"LH\":\"#74add1\"}; quadrant_names={\"HH\":\"高-高 HH\",\"LL\":\"低-低 LL\",\"HL\":\"高-低 HL\",\"LH\":\"低-高 LH\"}; fig,ax=plt.subplots(figsize=(9,4.5)); ax.imshow(np.zeros((ny,nx)),cmap=\"Greys\",alpha=.1)\n",
    "for q,col in colors.items():\n",
    " idx=np.where((quad==q)&lisa[\"significant\"])[0]; ax.scatter(idx%nx,idx//nx,c=col,label=f\"{quadrant_names[q]}（FDR 校正 q≤0.05）\",s=45)\n",
    "idx=np.where(~lisa[\"significant\"])[0]; ax.scatter(idx%nx,idx//nx,c=\"#bdbdbd\",label=\"未达显著性\",s=24)\n",
    "if not lisa[\"significant\"].any(): fig.text(.5,.015,\"FDR 校正 q≤0.05：本组合成样例没有显著聚集像元\",ha=\"center\",va=\"bottom\",fontsize=9)\n",
    "ax.legend(title=\"LISA 聚类象限\",fontsize=8,loc=\"center left\",bbox_to_anchor=(1.02,.5)); ax.set_title(\"合成网格：末年12个月平均 SPI-3 的局部 Moran’s I（置换检验 + BH-FDR）\"); style_synthetic_grid_axes(ax,nx,ny); fig.tight_layout(rect=(0,.06,.78,1)); fig.savefig(out_dir/\"03_spatial_diagnostic.png\",dpi=160); plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8ce71396",
   "metadata": {},
   "source": [
    "## 第5步｜比较 SPI 阈值敏感性\n",
    "\n",
    "按上到下运行本 Notebook。若只改了本步骤的参数，改完后从本标题下的代码格重新运行，并检查对应的图表或 CSV。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "b5aef534",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-13T11:09:32.939934Z",
     "iopub.status.busy": "2026-10-13T11:09:32.939775Z",
     "iopub.status.idle": "2026-10-13T11:09:33.109292Z",
     "shell.execute_reply": "2026-10-13T11:09:33.108778Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x450 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax=plt.subplots(figsize=(7,4.5)); th=[-.5,-1,-1.5,-2]; vals=[drought_frequency(Z,t).mean() for t in th]; ax.plot(th,vals,\"o-\"); ax.invert_xaxis(); ax.set(title=\"干旱阈值敏感性\",xlabel=\"SPI-3 阈值\",ylabel=\"平均干旱发生频率（比例）\"); fig.tight_layout(); fig.savefig(out_dir/\"04_sensitivity.png\",dpi=160); plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b596735b",
   "metadata": {},
   "source": [
    "## 第6步｜保存表格并复制图件\n",
    "\n",
    "按上到下运行本 Notebook。若只改了本步骤的参数，改完后从本标题下的代码格重新运行，并检查对应的图表或 CSV。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "003e92dc",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-13T11:09:33.111234Z",
     "iopub.status.busy": "2026-10-13T11:09:33.111068Z",
     "iopub.status.idle": "2026-10-13T11:09:33.131159Z",
     "shell.execute_reply": "2026-10-13T11:09:33.130471Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>global_moran_I_drought_frequency</th>\n",
       "      <th>mean_drought_frequency</th>\n",
       "      <th>max_drought_frequency</th>\n",
       "      <th>spi_threshold</th>\n",
       "      <th>lisa_fdr_significant_share</th>\n",
       "      <th>spi_method</th>\n",
       "      <th>data_status</th>\n",
       "      <th>lisa_permutations</th>\n",
       "      <th>lisa_fdr_alpha</th>\n",
       "      <th>spi_calibration_start_index</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-0.0596</td>\n",
       "      <td>0.1763</td>\n",
       "      <td>0.2203</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>calendar-month Gamma + zero-probability mixtur...</td>\n",
       "      <td>synthetic_demo</td>\n",
       "      <td>4999</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   global_moran_I_drought_frequency  mean_drought_frequency  \\\n",
       "0                           -0.0596                  0.1763   \n",
       "\n",
       "   max_drought_frequency  spi_threshold  lisa_fdr_significant_share  \\\n",
       "0                 0.2203           -1.0                         0.0   \n",
       "\n",
       "                                          spi_method     data_status  \\\n",
       "0  calendar-month Gamma + zero-probability mixtur...  synthetic_demo   \n",
       "\n",
       "   lisa_permutations  lisa_fdr_alpha  spi_calibration_start_index  \n",
       "0               4999            0.05                            0  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pathlib import Path\n",
    "import shutil\n",
    "summary_df=pd.DataFrame([{\"global_moran_I_drought_frequency\":I,\"mean_drought_frequency\":float(np.mean(freq)),\"max_drought_frequency\":float(np.max(freq)),\"spi_threshold\":-1.0,\"lisa_fdr_significant_share\":float(np.mean(lisa[\"significant\"])),\"spi_method\":\"calendar-month Gamma + zero-probability mixture; short samples use documented z-score fallback\",\"data_status\":\"synthetic_demo\",\"lisa_permutations\":4999,\"lisa_fdr_alpha\":0.05,\"spi_calibration_start_index\":0}])\n",
    "out=CASE_ROOT/\"outputs\"/\"student_run\"; fig_out=out/\"figures\"; fig_out.mkdir(parents=True,exist_ok=True)\n",
    "for p in sorted(out_dir.glob(\"*.png\")): shutil.copy2(p,fig_out/p.name)\n",
    "summary_df.to_csv(out/\"summary.csv\",index=False); display(summary_df.round(4))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "12e6d105",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-13T11:09:33.133260Z",
     "iopub.status.busy": "2026-10-13T11:09:33.133073Z",
     "iopub.status.idle": "2026-10-13T11:09:33.166176Z",
     "shell.execute_reply": "2026-10-13T11:09:33.165606Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "交付图已更新：01_spatiotemporal_overview.png ← outputs/student_run/figures/01_spatiotemporal_overview.png\n"
     ]
    },
    {
     "data": {
      "image/png": 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uhg0bxpp8jpAnTx5NnjxZjRs3Vvny5RUSEhKp1/KXX36pv/76SwsWLNCOHTskSZUrV37lvhEeP36sdevWmb9OmzatmjRpor1790Y55CziEMINGzaYx2bMmKGPPvrojarF3wYRFawRB17agqurq+bOnasqVaroypUr2rdvnypUqKCyZcuqW7duql27tvlAyTfRs2dPc4Ldmr/ODx8+VIoUKSKNvffee+rfv7+aNWsW53169uypMWPGxOvZjRs3VuPGjeO0NqYPGR48eBCvZ76uTz/9VPPnz1e1atXk6empVKlSKWHChHJxcYnT/S9evNDt27f1+PFjSVKHDh2irHmdaufYtGvX7rX/bAYAAG+GBDQAAMBrcnNz08SJEy2+b9asWWM8dCvigDtvb+8oib0rV67Izc3NnATy8vKSh4eH/v33X926dUvp0qVTaGiopk+fLkn66quv4hxTo0aN9Oeff5rvrVatWqT5yZMna9euXbp27ZpSpEih4sWLx3nvJUuW6OnTp8qcObOuXbum3377Tc2aNVOtWrW0f/9+c0L12rVrat26tf7++2+5ubnpp59+UkBAgMaMGaN69eqpefPm+vXXX5UqVao4P9taChUqpOPHj8dpra+v7ysrkOPSosAeCWjp5QcUBw4c0DfffKO5c+cqLCxM27Zt07Zt25QpUyb17t1bHTt2lLu7e5z3DAoKUmBgoE6ePKkxY8bor7/+kvQysVuqVClrvZRo3b59W0ePHlWNGjWiJKffVdOnT1e+fPn0559/6vTp07p+/bpCQ0PjfACnm5ubvLy8VKBAAXXt2lWff/55nJ89Y8YMbdmy5ZXrjhw5Euc9AQCAdZGABgAAcCIhISGSpD179ihTpkyR5hIlShTl29Xz5cunQ4cOaf/+/frss880c+ZM3bhxQyVLltRHH30Ur2ePGTNG8+bNU3BwsJImTRppLnXq1Bo6dKjat2+vtGnTyjCMOO87bdo0lSxZUkmSJNG1a9dUqFAhff/99/L19dVff/2lsmXLasqUKRoxYoQePnyo9OnTa8GCBSpfvrykl20gOnTooLlz52r58uVq1qyZvvzySxUuXDher8+SEiZMGOtBgMHBwZGSdS4uLrH2No5L3+OIwwRtnYCWXv76z5w5UwMGDNDYsWM1Y8YMPX78WNevX1ePHj00btw4/f7779G2WojQvHlzNW/ePNo5wzDUsGFDjRgxIl5xPXv2LMakaJIkSaKMJU+eXHfv3tWDBw90+vRpzZs3T0uXLtWoUaO0atUqbdiwQdmzZ3/lc4cOHRrntiYffPCBrl27psmTJ8e5uvt/f41/+uknTZo0KU73xlWlSpU0YcKEaOfc3d01YMAADRgwwKLPjIt58+bZ/JkAAODNkIAGAACwkGbNmunQoUOvff+HH34Ya+9Wk8lkPuzwfw8ONJlMCg4OlqenZ6TxYsWKmRPQZcqUMR+M2Lt373jHt2HDBgUHB0uSunTpoqNHj8rDw8M8H9HH+ezZs5o0aZI6d+78yj137typXbt2acqUKVq0aJF5/Ntvv9XJkye1bt06NWvWTEFBQXJxcVGXLl00bNiwSJWoDRs21CeffKL+/ftr2rRpmjJliqZMmaKOHTtapUI9Lg4ePBjj3J9//qkaNWqYW0pILxPMf/zxh8qWLftaz3vy5Ilu3LghSVF+D9hSzpw59euvv2rIkCGaOnWqfvnlFwUEBOjcuXMqVaqUTp06FecevClTplT27NlVsGBB9erVS++//3684ylQoIAuX74c7VxMiWkvLy95eXkpV65c+uyzz+Tn52fuG96hQwdt3Ljxlc9NkiRJtAnu6Li6ukp6+ev2ugdi3rt3z9wj21IKFiwYp3Vly5bV4cOHtW/fvigtc/5r2rRp+uqrr9SuXbt4tyeRpAULFmjBggVRxkeMGKE+ffqoU6dOMSbMAQCAfZGABgAAsJCrV6/q9OnTr31/+vTpY52PaLEgRU1ABwUFRTtevHhxTZ48Wfv375efn59u376tOnXqqHbt2vGOb+TIkZJe9nfeuHGjfH19zYeInT17VsuXL5e3t7ceP36sfv36qW7dukqXLl2sew4ZMkQeHh5q2LBhpAR0woQJde/ePXNSO0GCBHJ3d9fff/+tkiVLxrifh4eH0qRJo7t376pr167xfo3WdvToUdWvX19ubm4qUKCAjh49qqpVq2rz5s2qVauWtm/fHufE338dP37cnFD93yp4e/D09NTXX3+tTp06qXv37po2bZru378vPz8/jR8/Ptp7pk6dau6B7OLiEuX3sr3kzZtXv/32m5o3b65Nmzbp4MGDKlq0qL3DimT48OEaPnx4rGtu3bpl/jMmNDTUnPh+U8+fP9eTJ08UHh4e67rQ0FA9efLE/CEWAAB4d5CABgAAsLCYDgiLybx582JsPfBfgYGBkl4mWf83Offvv/9KUpTWGBUqVJAk7dixQxs3bpSXl9drVQn+9ddfOnDggD755BOtWrVKhQsX1tixY9WqVSsVLlxYI0eOVHh4uAYMGKCnT5/q66+/1qBBg2JMNkrS33//rT/++EOtW7eOtmp3ypQp+uGHH9S5c2f16NFDW7ZsiVOC38/PT126dHGYBGaEU6dOqUaNGnry5IkWLFigDRs26OjRoypTpoyaNm2qVq1aqWrVqvrzzz9VoECBeO197NgxSS9768bW+iM6ISEh5tYulubh4aHJkyfr8OHDOnTokLZt2xbj2kSJEsW5ajiuLl26ZJF9Itq9SC8/RHC0BLQ9RVTyWyqh/V8hISGvbKVz7949SS8PLYytN3SmTJm0adMmS4YHAADiKG7HFAMAAMDurl+/LknKli1blLnbt29Letm24L9y5MihPHny6PHjxwoNDZW/v3+kquSIyunYhIeHy8/PT5I0cOBAJU6cWOPGjVNYWJiWLl2qS5cuac6cOcqaNavatGmjrl27Kk+ePJo2bZquXr0a7Z7Pnz9Xhw4d5Orqqj59+kS7JnPmzJowYUKk1gsBAQEymUzRXhExSlErwe1t+/btKlWqlK5fv64hQ4aoUaNGkeZbtmypgQMHKjAwUKVKlTIfuhdXO3bskPQy+f748eN4Xd9//73FXmd0XFxczAncK1euWPVZ1vLfD0iePn1qx0jsZ9asWTIMI8oVcdjfe++9F+18xNWpUydJ0sSJE6Od79atW5RnmkwmnT59Otbrzp07kl5+CBfbugsXLtjs5woAAERGBTQAAICTiEigRJeA3rt3ryQpS5Yskcbv3LmjsLAwSS/7Qf9v4vObb75RWFiYfvrppxirT/v3768dO3aoQoUK5sruKlWqaPz48WrevLnKli2rkJAQ+fr6mts/fP/992rTpo1OnToV7Z5nzpzRxYsX1bp1a+XNmzeOPwPOac6cOWrfvr2Cg4M1dOhQcx/u/+Xn56eECROqf//++vTTTzVmzBh16dLllfsHBwdr1apVkqTq1atbNPZXefDggQICAlSoUKFY10V8QBLfym5bMJlMOn/+vHLnzh3jmv/2di9SpIgtwoqT4ODgeFe8Sy8r5eMqorVLsmTJlCtXrijPv3btmlxdXV95OOPDhw91584deXp6RtsHPHXq1DHemyhRIj1//jzauVf1gD5z5kysh18CAADrIwENAADgJLZv3y5JypcvnwIDA+Xj46NkyZLJZDKZWw34+PiY19+7d0+VKlUyJ67/+ecf3blzR2nSpDGvuXPnjhYvXqy+fftGm4BeuXKlRowYoRQpUmjq1KmR5jp37qwmTZroyJEjqlSpktq2bWuea9y4sXLkyKGSJUtGe7Cij4+Pevbsqb59+77+T8hr2rNnj1q3bq3bt2/Lz89P3bt3t8pz7t27p86dO2vJkiUyDEPjxo3Tl19+Ges9/fr1U4oUKdS1a1d9+eWX+v333zVt2jRlypQpxntmz56thw8fKnfu3JF+/a0tJCREdevW1e7duzVq1KhoK1gl6fTp0/r9998lKV6taWxl1KhR8vPz0/Tp0809qP8rLCzMXKWfNGlSm/4cv4phGHFOroaGhpoPKsybN68Mw4jXs+rWrau6detGGvv111/11VdfqUqVKlq3bl2s90+aNEmdOnVS06ZNOSwQAIB3DAloAAAAJxHR37RSpUrKmDGjsmTJosOHDys8PFyJEiVSlSpV1L59e0kvK1MrV66sf/75R3nz5pWXl5d27dqlsWPHasiQIeY9b968KRcXl2gPCwwODlbPnj1lMpk0a9asKBWO48eP18KFC5UlSxYtWLBALi7/193N1dU11sMCJennn39+3Z+KN/LNN9/ozJkzkqSePXuqefPmSpUqlcX2Dw8P14IFC/TNN9/o5s2bSpUqlWbNmqXPPvssTvd36dJFOXLkUIsWLfTHH3+oYMGCGjRokDp27Ch3d/dIa4OCgvTDDz9Iknr06BHvpOKbuHr1qs6dO6fg4GB1795dy5YtU7t27fTRRx8pVapUun79ujZu3KiRI0fq0aNHypMnj3x9fW0WX1xt3rxZz58/V5MmTbRq1Sq1adNG+fPnV3h4uI4cOaJBgwaZK6DHjx9v8T7VbyJhwoQxfpfB//rvIYQnTpx4457NgYGB5oMPW7Vq9UZ7AQCAtxsJaAAAACdw7NgxXblyRQkTJlTZsmUlSQcOHJD08lvk/5t4PHTokJo3b65Tp04pd+7c+vvvv3Xp0iWVLl1ao0aNUrNmzcxVk6dPn1bmzJmjJDYlyd3dXTt37tSaNWtUs2bNKPMtWrTQoUOH1KlTp1i/ff5dsnLlSvXv318nT56UJJUsWVKLFi1S5syZ47VPtWrVdPjwYTVu3Fg7d+5Ujx49NHLkSA0ZMkRt2rQxr/vuu+90+fJleXt7q3Xr1pZ8Ka+UK1cu7d+/Xz169NCSJUu0detWbd26Ndq1RYoU0Zw5c5QsWTKbxhgXK1eu1DfffGP+QGXhwoVR1iRIkEB9+/ZVixYt7BCh47l165Zq1qypW7duqWLFilFa+ziSiEMSAQCA/ZCABgA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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "交付图已更新：02_trend_significance.png ← outputs/student_run/figures/02_trend_significance.png\n"
     ]
    },
    {
     "data": {
      "image/png": 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+3r17Ua4oPnz40HTv3t0MGzbMhIaGRun3xIkTxsfHxxQvXtwEBQUZY4wJCwszVatWNS+99JK5ePGire2pU6dMw4YNzU8//RTnxzS2Fi9ebCSZli1bRtvun3/+MenTpzeSTM6cOaOtPtu/f7/Dq+FUwERlfd+0VjKWKVMm2vY//PCD7TEUFTAOubICJjQ01BQoUMBIMi1atIiyvW/fvkaSyZAhQ5TvDTFp37697e/+5PeJ9evX256D9l6jM2fONJJMmjRpzNatW+32/88//0RZd+LECZMqVSq7nxlhYWHmhRdeMJJMzZo1o4199OjRJmPGjKZMmTLm2LFjMZ3qU2nWrJnx8fGJdrE+RqlTp46x7ZN/nxUrVkT7OfT4YzB79mzj4eFh0qdPH+V8v/76a2OxWIyXl5eZNWuWw/PZt2+fkWRGjhxpW/fPP/9EqdgwxphVq1YZLy8vkyZNGvPnn3/a1v/333+298YPPvggxkoYawVM586dTd++feO0dO7cOd6vu8OHDxtJpnz58tG2Cw8PN6+//rqRZLp16xZl+3///WckmfHjx9u+swwdOtRUrFjRZMmSxfYZnilTJtvr0d/f3/j7+xs/Pz8jyfj6+trWPb706tXLYVzWxyC6vyuAqEjAIFqHDx+2DTGSZHr27Gl3iI8xj4ajfP7557YP/WzZsplJkybZfnw5Yk3A/PvvvzHGYy1zHj9+fJzO48kEzJNfyObPn29LhERERJgjR45E2m790nXp0iVjjOMEjHXIUXRLoUKFjIeHh5FkPv30U1O4cGHj6ekZKdkwefJkI8lUrFgxVudnTYZIMqlSpTI3btyI0+MTF8uXL7d9iJcvX9427MiRwMBA2w+uDBkymHnz5sV4jOSegHHFECRHCZiMGTPGKunzZIn2iRMnbHclK1++vDl16pRt24MHD0y5cuWMt7e3+e2332zrBw8ebCSZxo0b25I2p06dMnny5DGSzBtvvPFUj0tsvPbaa0aSWb58ebTtrI9x6tSpzenTp5/6eCRgorK+b3bo0MEULFjQSDJHjx512N765f6DDz4gARMNVyZgtm7dansu2PtbXrt2zTaEKDbv/Vb37t2zfZdwdLeV8uXL2/0cNsaYwoULG0lm9OjRsT8ZY8ygQYOMJJMrVy67ieXHEz+OvrNYkwbWpXnz5nGKISFZY3iaIUgbN240+fPnN/nz57e9R1tfh/nz5zdt2rQxxjz6fmWxWIzFYnE41GjmzJnGYrHYkilhYWFR2qxduzbK33v//v1GkhkzZoxt3cqVK42Xl5fDz8KjR4/ahjG3b9/e4XdWY/4vAROfJabXXVhYmMPhttb3cR8fH4dttm/fbvtOVKxYsUgXL558nL799ttIQ5CWLl1qpEdDjvfs2fNU5/fWW285PLcNGzYYSebVV1+N9jEAEBkJGNh17tw58+677xpPT0/bD+fY3t7vyJEjkeZOyJUrl5k2bZrDD8G4JGC++OILI8n06NEjTufzeALmu+++M5LMhAkTbNt79OhhJJmlS5eaHj16RLqqEhoaanx8fEy2bNls7WMzB8z58+ej/Hg9fvy4rSpm7Nixxhhjdu3aZSwWiwkICDAXL140P/74o/Hy8jKZMmWK9KM2OpUrV7Ydy2KxmGvXrsXp8YmNS5cu2b7oSzLdu3eP9djk0NBQ25VQ6dF47ei+EFq/bDRp0sS89dZbkRZvb2+HCZg8efLYvhxaF2uCgQSM4wRMnjx5zLhx4+wu1nly7I2Rv3fvnnnjjTeMJJM1a1bz008/mWvXrplatWoZSaZIkSKma9eupm3btubVV181Hh4epm7durbnzd69e022bNmMJPPhhx8+1WMSGw8ePDB+fn7Gx8fH3L1712G733//3fYcffKKa1zF9kfx0aNHTfv27U2ePHmMt7e3yZkzp2nRooXZt29ftPs9mYDZuHGjefXVV02WLFlM2rRpzfPPP2+mT58eY5wHDx40PXv2NKVKlbIlN1955RXz5ZdfOrx6HN8ETIMGDcyAAQOMJDNo0CC7bYODg02GDBmMn5+f2bhxY6wSMOfPnzddu3Y1BQsWNKlTpzZZs2Y19evXtztn2ONq1qxpJNl+PO7cudPUrFnTdmX4ycq9+Dxm1qqfiIgI8/XXX5sqVaqY9OnTm4CAANOoUSNz+PDhaGO1x9Fz7eHDh1Eq2WJawsPD43Rsa3KsaNGiDttY52Fp1apVrPtdt26d7TlmvfDxpNGjRxtJkT6bjfm/SgpPT89It9uNDWvladeuXe1uDw0NtT0vHCWGTpw4EekHbOPGjeMUQ0KKTwLmcdYf76lSpbI9R0JCQsz7779vpEdz40Q3/5kxjz6brMm4F154wZw4cSLS9rlz5xpJZtmyZbZ11qTM119/bcLDw82wYcMiXcBy5KeffjKZM2c20qMLBPaqnYxJnDlgwsLC4pXgKVu2rJEezXlk7yKTMcZ88803RpLZt29fpARMcHCwSZ8+valatarte9VXX30Vad+nnQPGmEfv0+nSpTPe3t5xrnADUjISMIjk+PHjpnPnzrarC9KjyVX9/f1jPYFmsWLFTIECBcyIESNslRLSowlV7SVx4pKAWbVqlZEeTfD2pEmTJpm1a9fanRDz8QTMvXv3TIkSJUyqVKnM9u3bjTHGVKxY0UgyJ0+eNPv37zfe3t6mWLFi5u7du+a3334zkswrr7xi6y82CZjZs2fbzv3xLwqrV682Q4cOjdR21KhRtg/abNmyGYvFEuOPhsft27fPFC5c2GTKlMlMmjQp1vvFxu3bt83gwYNNmjRpjCSTNm1a88033zxVX2vWrLElRNKkSWNGjBhh9+9l/aLgaHGUgMmcOXOU8lnrl+WklICpXLlylMRSbJaAgACHCRhr4iUuizGPEjCVKlWy9fPHH3+Y/fv32/7fokWLGL+gTp061Xh4eJjOnTub27dv265cWywWkylTJtuX7po1a9r+3qdPnzZp06Y1vr6+cboy/jR+/PHHKK9he4YMGWKkR9Uv8Z1QPKYETEREhJk0aVKkYQKPL6lSpTIff/yxw8S1NQHz7rvv2ia+tLe0a9fObhXisWPHbJMoOlqaNm1q9wd5fBMw1atXN3/88YeRZJ555hm7bVeuXGmkRxO4WpOI0SVgFi9eHG0115tvvmnu3Lljd19rAmbWrFlm7ty5tiEoT77XJMRj5u/vb27evGkaNmxod38/Pz+za9euWD+mxjh+rlnfu+KyxHXC9zp16hjpUVWTI9aqkmLFisW63zFjxhhJJm/evA7bPF598/gP0wkTJhjp0Y0C4iI8PNz2evz6668dtrN+3tgbCmI1ZMgQkz59elOyZEmHQ3QTg/XxiW8Cpn///ra+Jk2aZC5evGirjvb09LRVN0a3BAQEmJ07d5osWbIY6dEQz8erjD755BMjyfa9zBhjvvrqKyPJbNiwwTbMPVWqVGbGjBkOJ0q2LgsXLjS5c+c2kky5cuXsnpcrJuF9XHRDkP766y9bdXODBg3MzZs3HfZj/ey6cOFCpASMMca8/vrrpkOHDiZdunTGy8vLXL9+PdK+8UnAGGNMkyZNjCSzefPmp9ofSImYhBeRTJ06VXPnzpX06DahY8aM0d9//6233norTpPaSlKfPn307rvvasyYMZo8ebKuXbumwoULxyu+vHnzSoo6OevZs2f1wQcfyMPDQ2fOnIl2wrk0adJo5cqVqlChgu2WhYcPH1aePHlUqFAhFSpUSJ999pneffdddenSRS+99JIkqVq1anGKdfPmzbZ/9+vXT8WKFVODBg3UpEkTNWnSJFLbgQMH6uDBg1q9erWtfYMGDWJ9rMqVK8drglZHgoKCVLZsWdutX+vWrStfX1+NGDFCI0aMeKo+a9asqQcPHuiHH37QkCFDtHLlSv3yyy92Jz8+ePBglNv8RjfR219//aXs2bNHWmedRDcp2b9/v/bv35+gfaZLl87ubTzPnj2roKAgFSlSRB4eHjH206NHD/31119xer2/8847qlq1qsqUKSNJ2rVrl7Jnz65cuXJpwYIF6tq1q+rUqaPvvvtO9+/fl6+vrwoUKKCffvpJERERKlmyZOxP9ClcvHhRkpQvX75o2+3cuVOSVLhwYYe3PU0oX375pXr37i1Jqlevnt577z2VKVNGx44d06xZs7Rs2TKNHTtWISEhmjhxosN+pkyZIknq1KmTWrZsqTJlyujPP//U5MmTtWHDBi1evFj58+fXqFGjIu135swZrVy5Urlz51a3bt1UsWJFlSxZUmfPntWECRO0evVqrV69Wt99951atmyZoOceFBSkUqVKqUSJEjp69Kh+/vlnVaxYMVKbb775RpLUtm3bGG+3umbNGtttyytUqKCPP/5YFSpU0JkzZ7RkyRJNmzZNc+bM0c2bN/Xdd9857Gfz5s1au3atypQpo08//VTFihXTlStXbNsT4jG7du2annvuOV25ckXjxo1TixYt5O3trbVr16pPnz568OCBhg0bpu3bt8fqsXQ16+dOgQIFHLaxbvvnn38UERERq/ehuPRrbW997z906JAkqUSJEpIeTWg/btw47d27V+nTp1fp0qX19ttvR/kcPn/+vIKDg2N13D179kT7mTt8+HANHz48ulN0K49P9jto0CC9+uqrCgsLU44cObRs2TIFBARo+fLl0faRPXt21ahRQ7///rvatm2rhg0bRvrct77WcubMaVtnfe/OkSOH2rRpo3379unbb7/Vyy+/rN27dzu8dbUklS9fXgcPHlSLFi303nvvRRvbxx9/HOcJiG/fvh2n9rEVEhKiMWPGaNy4cQoLC9Pw4cM1ePDgaCeu//nnn+Xv72/3tupz587VkCFDdPfuXTVv3lyZM2dO0HitN1+w/q0AxIKrM0BIWkJDQ03Xrl1jNfFrXPz7779mw4YNdrfFZhJe6xXFa9euGUkmY8aMkfoYOHCgkWQbk/wke5PwWisGrGObu3TpEmmfZs2aRdr+eFVATBUwd+7csVWMSDI5cuQw6dKlM3/99VeUtk/OnSM9Gs4R2yFfzrZ27VpTqFAh25AW68SIT7tYJ2qcP3++8ff3Nz/++GOUY8Z1DhjrHDOxnQPGetXJWUtC3e48IVivEjqaFPvJCpjKlSubHDly2P4fmwoYY4y5ceOGGTduXKTJ+EaMGGGkR2PIQ0NDTf369U2WLFnMP//8Y+7fv2/ef//9SOXmzjJp0iQjyQwZMiTadtbXetOmTeN9zOgqYAIDA026dOlslQP25kP48MMPbVd7H59Hx8paAePv72/WrVsXZXtYWJjtymSGDBmi3EbcGGOWLl1qtzomPDzclChRwkiPJsx9UnwrYKy3X7XeEvXJSR7v3LljfH19TaZMmUxISIhZtGiRkexXwNy7d8/2d6tdu7bdirqpU6fa4rX3WFkrYCSZUqVKOayUMSZhHrNcuXLZnS/FOpxDcaxYcOUcMNaqo+huzWwdRiIp2sf2cdZqh9dee81hmzt37tj6ffzW9db3vD59+pgxY8bYhqw8ubzzzjuR+nv8c+HJeeAeZ52L7rnnnovVubjS0zyfnnTmzBlbPx4eHiZz5symXr165sSJE3bnI4mNsLCwKNV91u8Wj1d6WIe4Woeh2Xsfi8nDhw8dDg105hww1psjRLfYmwPGOixXejQxrqN9V61aZTu/9OnT26p0n6yAMeb/5id8/HusVXwrYMaNG2ckmVGjRj3V/kBKFPNlCKQonp6emjFjhl599dUE7TdfvnyqX7++3W3GGEmPbpOYP3/+SIvFYpGXl5ftilmWLFnk5+enW7du6b///pMkhYWF6euvv5Yk9erVK9YxtW7dWm+88YbOnz8v6dFV6MfNnDlT2bNn1/nz55UxY0ZVqFAh1n0vX75c9+/fV548eSQ9uj1jSEiImjRpEumqyfnz51W7dm316tVLYWFh+vTTT9WrVy9dvXpVr732ml5//XXduHEj1sd1hkaNGunvv/+2XS1cuHChzKPhi1GWt956S9Kj2xM6amO9StahQwedO3dOL774osNjDxs2TJ07d4602LsaHhYWJkl2q2hSomXLlumff/5xuP3OnTsOt4WHh8fpcfz777/17rvvKk+ePOrfv7/++ecf3bp1Sy1bttTQoUM1duxYzZo1S56enho/fryCg4PVqFEjrVu3TosXL1arVq1Us2ZN/fHHH3E6x7h4/CpqdKxVP4UKFbK7/b333pPFYomyRHe13J7hw4fr7t278vPz06effqpUqVJFaTNixAjlzJlT4eHh0d6+t1OnTmrYsGGU9alSpdLAgQMlPbpSu2LFiihtWrVqFek2p1YeHh5q0aKFpEdVZQnN+nr93//+J4vFoqVLlyoiIsK2fdWqVQoKClLLli3l7e1ta2/PF198ofPnz8tisWjSpEmRbqtu9c4776hcuXKSpL59+0Yb24wZM5QuXTqH2xPiMfv6669VvHjxKOsbNWpk+/e5c+ei7SOpuHfvniTZfdytnrzVvbP7tX7Grl+/XgMGDFDLli114MABXbp0SZs3b7Z9lk+bNk0//PBDlGPG9rixPZeE1r17d7vvQ/YWq4CAgFi1t/detn79elksFqVLl04eHh7q37+/vv/+ex05ciRStcrjrl+/rlOnTkVZf+/ePd26dUupUqWSt7d3pG0XLlyQj4+PMmbMaFt39uxZeXp6KmvWrAoLC1P69OklPfqcsn53tMY4ffr0KMc7d+6cPD09HVaP7N+/3+F3ldguJ0+etNv3gwcPdPz48WiXf//9V5IUHBxsW/d41V1QUJDDfa3P8z///FPBwcGqXbu23TgkacuWLdq6dasqVarksM3Tsj4HqIABYo8EDFzu4cOHkqQDBw7ozJkzkRZvb2+lTp06Untryekvv/wiSZo3b54uXbqkypUr64UXXojTsT///HNb/2nTpo20zd/f31a2ny1btmjLP580Z84cVa5cWUWLFpUklSpVSkOGDNHJkye1bds2Xbt2TWPHjlWpUqW0fft25ciRQ1u2bNEHH3ygSZMmaenSpcqQIYMWLVqkPHnyqEuXLvr999/jdG4JKS7nHhfRfcmVHn2pmjdvXqTF+nx5nHWdl5dXrI5bsmRJXbt2LVZLv379JEkvv/xyrPeZPHlypOOdPn1ahQsXTvDF3g+Aw4cPq3Xr1ho5cqTdc//ll1+UKVMm23k9KSgoKMpr7knGGG3atEn169dXsWLFNHXqVNWsWVMHDx5UsWLFVLJkSa1YsUKZM2fW2rVrVaRIEWXKlEmlSpXS/fv3dezYMW3cuFHHjh1Thw4dtGvXLj3//PMaOHCgQkNDY/MnjBPr+dh77tgTHh6e4DE8buPGjZKkZs2aKWvWrHbb+Pj4qGPHjpKkHTt2KCgoKM7HqVChgq1/ez+G7Ll69ar27dunwMBASdLNmzed9kMzb968qlatmi5dumQb/iVJ3377rSSpffv2MfZhfSyrVKkS7VC2rl27SpJOnDih06dP221Tvnx5ValSJbbh28T1MXvys8bq8QThhQsX4hxHQgoNDdX9+/ftLo8nxKwXRx7/Mfykx7fFZvhRfPu1Jun//vtvTZo0SUuWLNELL7ygHDlyqE6dOtq9e7dtOPSQIUPs9hGb48b2XBKap6enfHx8ol2eTG5Ijz4fY9rP3nv/kiVLVLVqVdsQr3fffVc5cuSwfT+aPHlylORHkyZNVKdOnSh9zZgxQ/7+/lq0aFGUbefOnVNwcHCkhNC2bdsUFhYmT09PWzJ25cqVypQpk3788UfbvsuWLVOfPn0ifX7cvn1bRYoUUdmyZWP3wP5/rVq1ivLec/XqVTVr1izGBO7jatSoEWPyZt++fWrevLntuVSiRAnt2rUrVokf6+dDuXLldOnSJXXq1CnaeGrVqhWnxyG2rJ+rMX1vAPB/uFyMaLVr106//vrrU+9fsWJFzZ8/3+F2Y4ztA/PJH+PGGIWEhNiueFiVL19ev/76q3755RdVq1bNdpXX0Q/K6Hz//fcKCQmR9Ogq6e+//y4/Pz/bdus8Ln///be++uorde/ePcY+9+7dq3379mnWrFlaunSpbf2HH36ov/76Sxs3blS7du0UHBwsDw8PvfPOOxo9enSkqz6tWrXSSy+9pIEDB2rOnDmaNWuWZs2apa5du2rGjBlxPk93Fds5YKx/w1KlSkX5Unzr1q0o7VOlSqUsWbLEKgbr88Hb2zvW+zwpNDQ02oqUp/V41YCV9Yvt66+/bnefBQsWKCIiQpUrV7a7/e7duzGOEX/w4IF69Oihf//9V02aNNHAgQNVvnx5SdLatWt14cIF+fn5KUuWLPLx8VGFChWUI0cO27J48WItWLBA//vf/zR//ny1bt1anTt31pgxY3To0CF9//33cXkYYmQdFx/TFbosWbIoMDDQNufRkyZOnKhx48bZ/r9o0SJ169YtTrE8ePDA9uPamqB1xLr94cOHOnv2bLTzHTiSK1cuXb161Xal9UkPHz7UmjVrtHr1au3Zs8du5cWdO3eirQqJj/bt22v37t1asmSJXn75Zd28eVPbtm1T3rx5o62Os7LOwxHbx9K6T8GCBaO0efw9ODrOesweT8xY39PiIzQ0NNZJRytfX195eHhozJgxDufOmjdvnu3HX5o0afTw4cNoE4SPb3OUfHpSmjRpouwb236t/27btq3dqlgfHx/17NlT7733nn799VeFh4crVapUtmPG9rixPZeENnny5ChJ/ie99dZbmjNnTqR1devW1erVq+1W3Dly6NAh7d27V1OmTNHnn38u6dFzpH///raE56JFi3T69Gm9/fbbturJChUq6PPPP9d///0XaV62hQsXKnXq1HYrol9++WWHc+2tWrVKFotFnp6eKleunO7evavly5erevXqkqTnn39eCxcu1OHDh20VTqtWrVJISIitMu1J586d08GDB9W8efNI69etWxelyu3BgwdavXq17XPucaNHj1bZsmVVv379WF2sMsZo3bp1+uSTT7Rnzx5Jj75nDBkyRH369In1haTHxWZelxMnTkT7GTJu3LhIn29WwcHB0SZXrJ+r9uafAWAfCRhE69y5czp+/PhT7x9Tyf/jw0meTMBYJ8N7cn2FChU0c+ZM/fLLLxo2bJiuXLmiZs2aqWnTpnGOb8KECZKkV155RVu2bNGgQYP02WefSXr0JX3lypUKCAjQ3bt3NWDAADVv3jzKJK9PGjlypPz8/NSqVatICRhvb29dv37dltTx8vJS6tSptX37doc/hqVHH8xZs2bVtWvX9O6778b5HFOCq1evSkq6ZftFixaN9oqq1auvvqrvv/9es2fP1ptvvhnn49y/f1+LFy9Wrly59PLLL0fZHhoaqiVLlihjxowOhwTeuXPHNqmeI2nSpNGKFSuUOnVq20SXVj179lSXLl2UO3duSY+uTM6dO1fFixfXhx9+KEl67rnnVLVqVdvzvn79+jp8+LB69er11JM7R8f6xfDSpUvRtsufP3+0CRhvb+9IV5btDUWJyeMJQUfl+1bWx1DSUw9FtP6otDepsvWq8YULF+Tp6amqVauqXbt2KlmypI4ePaoxY8Y81THjwjpB5sqVKzVt2jStXbtWoaGhtuFJMbE+nonxWEpJ4zGLreiSKI7s3LlTNWrUiHX7zJkz6+bNm7b3YHusQypSp04dKckRU7+SYtXv4+2l/0ukRZdosFZFhIaG6vz588qfP3+kPmJz3ISezDShjB07VnPmzFG+fPlsNywoVaqU1q9fr3fffdfuUB1HJk6cqFSpUqlly5a2BIwkvf/++7Z/v/baa/roo4+0fft2W9WLNQmyb98+NWvWTNKjCyp//PGHunbtavexmzlzpsM4tm7daktMFChQQGXKlNGKFSv0xRdfyMPDw3ah5sCBA7ZjL1y4UJ6enrah0U9q1qyZfv/9dx08eDDOVTJWO3fu1KBBgxQQEKCjR49GuWD4uAsXLmjFihWaPn26Tpw4EWlbrVq1FBgYqD59+kR7vOzZs2vQoEFPFauXl5fd4bU3btzQjRs3lDFjRruTz8f0PmxNwDz+HgsgeiRgECtx/VK2ePHiWJWPW9+4/fz8oiRarF+sn7zKZP1huWfPHm3ZskVZsmSJ0xcKq23btungwYN66aWXtGbNGpUpU0ZffvmlOnbsqDJlymjChAmKiIjQ4MGDdf/+ffXp00fDhw/XtGnTHPa5fft2bd68WZ06dbL7QTxr1iyNGTNG3bt31/vvv6+dO3fGKsE1bNgwvfPOOzEO2UkMM2bM0BdffGF3m/UH7sSJEzVv3jy7berUqeNw/6cRGhqqa9euKU+ePNqxY0eU7V9++aW+/PLLBDteUjZ06FBdvnxZEyZMsFsev2bNGl27dk1vvfWW3Sta9+/f140bN2JMnEqPkij2PFkldObMGX3//feRXsclSpSIkrjJmTNnpIRlQrLe/ejYsWPRtqtevbr27NmjEydO6Nq1a065E9Ljd9q4fPlytG0fr9iJ7u5f0bH+AHvy7zJr1ix16dJF0qMhBUOGDIk0HCq6ysWElClTJtWvX1+rVq3S1q1bbXcpst7VKCYZMmTQtWvXEuWxTCqPWWIYOnSohg4dGmO7okWL6tSpUw6HdUmybStcuHCsh7NaK5Zi0+/j7aVHw5R37doV7V2KHn9tX716Vfnz51fu3LmVJk0a3b9/X6dPn7abxH78uDFVXbnC7NmzNXDgQGXKlEmbNm2yzTX0zTffqFWrVpoxY4ayZMkS5a5o9vz8889asmSJGjRooGzZsjlsZ03ALF++3JaAsd4R7/fff7clYKzf03r27Bnn87px44aeffZZ2/+bNm2q4cOH6+DBg6pYsaLtPK3zL50+fVo7duzQa6+95jA5+/nnn6t69erq2rWr9u/fH+chZaGhoerRo4ekR+8N9r7znT9/Xt99952WL19um2/GnnXr1sXqmMWKFXvqBEzBggXtzldjvVNkt27dNHbs2Dj3a/0Oa71LKYCYMQcMXMpaim/virv1KtOTX5YLFiyoIkWK6O7duwoLC9PUqVMjVaVYK2eiExERYbsyOHToUPn6+mrKlCkKDw/XihUrdObMGS1cuFD58uVT586d9e6776pIkSKaM2eOwyqLoKAgdenSRalSpXI4aWaePHk0ffp0lS5d2rYuMDDQ4Rjfx69eJoXki/Rocr2YJoW7evWqwzaOhoHs2rXLNu579uzZkh4NN3tyksBbt27p2rVrslgsypMnjy5fvixjjEqWLKlnnnkmypJUr1ImtKNHj+rzzz9X0aJF7Zbd37x5U71795aHh4fDYTPWeULie7v4pKZMmTLKmTOnDh06FO3cGtYquuDgYH3yySdOiSVNmjS2BFdMt463bvfy8nqqL7d37961vd4e/7EYFBRkG7L5wQcfaPLkyQ7nokkM1mT9jBkz9MMPP6hMmTKxvjW59YpubB/Lx/eJi6T2mMXG0KFD4zyhaFwutEj/90P7p59+ctjGus3aNi79XrhwweFr1tpv7ty5IyUYrdUQR48ejTSx7uOsk+9L//d+Z7FYbJ/Njs7n4cOH+u233+J8Polh1KhRevvtt+Xt7a1Vq1ZFSlhkypRJGzZsUPbs2TV69Gi98cYb0U5uLT2qSDHGxDjvyTPPPKN8+fJp9+7dtnXWyXytlR43btzQkiVL9Morr9idgPpxxhgdOXJEn3/+uVq0aKEHDx7owYMHkZJm1rma9u7dK+lRNVKGDBlsr/PZs2fLGBPtENFq1aqpbdu2+vnnn203coiLoUOH6q+//lLnzp2j3MRBejRpe758+dS7d2/t27dPGTNm1P/+9z9Jjy4sxuV16WgIqatdv35de/bsUaZMmeI8ByOQkpGAgUtZf/DZS8BYvwA9+cPj6tWrtkkyy5cvr9atW0fa3rdvX3Xv3l337993eNyBAwdqz549evnll21fOOvUqaNp06apX79+at68uR4+fKhBgwbJy8tLXl5eGjJkiIwxDq+iWyd37NChQ5K8MpZQBg4cmCB3QXqSn5+fihUrFqflmWee0dGjRyUpxi91rtK2bdtY37HCOvfJW2+9Fet9rFfdn332WU2ZMkVTpkyJNIY8Q4YM8vf3V8+ePRUYGKgPPvggyrw6Vtbx6E9Wpzxp/vz5sY7PmoxcsWJFrPeJzVxLcWGxWNS0aVMZY7R69WqH7SpUqGCbU2Dq1KlOu6uD9S5zq1at0vXr1+22CQkJsf1tq1WrFuuhG4/76quvbFdcH/+BcOzYMVuFYdu2bePcb0Jr0KCBMmbMqDVr1igkJCRW1ZNW1sdy79690VY4WYc3FCxY8KkSjEntMUsqrI//P//8oyNHjkTZfvXqVdtkqQ0aNIh1v9WrV7fNv7Vy5Uq7bazrn+y3SZMm8vT01P379+1O9io9uvuN9Ch58/jcP9bzWbdund0JwTdt2mS7yBPd3SIXLFhg+4zatm2bw3YJISQkRG+//bYGDx6stGnTav369XYTaQUKFNCuXbuUN29ezZ07V/Xr13f4/iNJPXr0UJ06dWKVlHvhhRf0999/24Y6+vn5KXv27La5z6ZNm6YHDx7YvTgVERGhw4cPa/LkyWrVqpVy5Mih0qVL2xIX1j4eT3g+PsTJqnTp0vL19VVwcLBmzZql0qVLxzjx7Lhx45Q6dWoNHjzY7h0WHfnhhx80btw4FStWzGGFbc+ePZU/f36988472rJli65cuaIFCxbE+hjuYN26dQoPD1fjxo25CyUQB7xa4FLWL2bFihXTxYsXVbZsWaVLl07GGNs8DI+Pzb1+/bpq165tS9z88ccfunr1aqQP5qtXr2rZsmX6+OOP7f5oWb16tcaPH6+MGTPaKi2sunfvrrZt2+rw4cOqXbu23njjDdu2Nm3aqGDBgqpcubLdUvOyZcuqd+/e+vjjj5/+AXlKBw4cUKdOnXTlyhUNGzbsqUp8Xa1ChQqRfkB98cUXypw5sxo3bqwMGTIoODhYs2fPVps2bSJdCRs8eLCkpJuAyZUrV6wnTz1//rzu37+vHDlyxHpCUOuQFkeVLevXr9e3336r//3vfypWrFiUOVbmzJljK522TtD44osv6vz587ZbS3fq1EkBAQG2fdKmTRvjPDFWt2/f1s2bN+Xn5xdtGfvjnnay4+g0b95c06dP16JFi2xl4/ZMmTJFFStW1P3791WpUiUtX77c4ZW96OaJsLJXcj506FAtXbpU9+7d04cffqjZs2dHKX8fMWKELly4IA8PD7sTI1odO3ZMoaGhUSZuPH36tK2Kp3HjxpHO4fHhYP/991+UPv/++29NmTIlxnNzdH5xlTp1arVs2VKzZs2Sh4eH2rRpE+t9e/XqpRkzZujSpUvq3bu3Vq9eHWVunpkzZ+rgwYOS9NSVTQn5mCUnVatWVZEiRfT3339r6NChUZIlY8aMUWhoqLJkyRLpNtvSozm7GjVqpCtXrmjRokWRfiz7+Piobdu2mjNnjj799FN17tw50t9gzZo1Onz4sCRFuftLtmzZ1KJFCy1ZskTjx49XkyZNIg1DuXnzpu1v1apVq0j7tm/fXiNGjNB///2n6dOnR/osDQ8Ptw3dqVu3rsM5L0JDQ9WlSxfbRMqdOnXSmTNnnPID9fDhw2rfvr2OHj2qbNmyaePGjQ4T7NKjSri9e/fa5r0rWbKkZs+ebTc5Vq5cOS1btixWcVSvXl3Xr1/XrVu3bJ/PBw4cUO7cuRUcHKzJkyerUqVKdod13b9/XxUqVFBYWJi8vLxUpUoV9e7dW/Xq1VOZMmVs3xMf/xtmypRJH330kapWrWpbZ63AmT17tq5du6aJEyfGGHfevHnVpUsXTZ48WcuWLYvxTkLS/w098vPz04oVKxxOxly4cOEoQ+isFw/v3bvntLtLJiZrgtM6zAxALBkgGi+++KKRZHbu3Bmn/RYtWmQkmZo1a0bbLl++fEaS2bhxozHGmOeff954eHgYScbHx8c0btzY3LhxwxhjzI0bN0y5cuWMJFO0aFFTpUoVI8kMGjQoUp/Vq1c3Hh4eJjg42LZuxowZRpJp27atyZ8/v5Fk1qxZEyWeqVOnGkkmb9685urVqw7jnjdvnpFkOnXqFO351a5d20gyx48fj7KtZs2aRpIJDAx0uP+wYcOMJPPpp59Ge5yqVasaSUaS8fDwMNevX4+2vbO89dZbRpIZN25cvPrZsWOHkWSyZs1qOxfr3/DFF180ISEhtrbWx3Hfvn12+7I+hlOmTHmqWKz716tX76n2j4t69eoZSWb27NkJ1uf48eONh4eH8fHxMQcOHHDYzvqY161b1zRo0MBkzpzZrFu3Lt7HHzdunJFkWrRoEe++4iM8PNz2/rFq1apo23777bfGy8vLSDLe3t7mww8/NHv37jWXLl0yZ8+eNRs3bjTt27e3veYKFSoUpY/evXvb3sfOnDkTZfsnn3xi279Bgwbm+++/NxcuXDDbtm0zbdu2tW1777337MZofR+TZEqVKmXmzp1rjh07Zk6ePGlmz55tsmTJYov/77//jvJYZMqUyRb7li1bzJUrV8zu3bvN4MGDjZ+fn/Hx8bH1/+R71O+//27bNmnSpEjvtdGxvm8WK1YsyrZdu3YZHx8fU6dOHYf75c+f326/y5cvt8VTqVIls2bNGhMYGGj27t1revbsadvWqFEju/tb30Nq167tMPb4PmY7d+60bduzZ4/dY/z777+2NosWLXIYy5M6derk8HmYGFasWGGLu1OnTubAgQPm999/Nx988EGk58mTPvroI9v2ypUrR9l+5swZky5dOiPJVKlSxaxfv96cOnXKTJ482ba+SZMmdmM6d+6cyZgxo5FkihQpYpYvX27Onz9vtmzZYkqUKGH7fLl161aUfd99910jyXh5eZnRo0ebEydOmO3bt5sGDRoYScbT09P8/PPPDh+P8PBwW3zW5cnXYHzdu3fPDB8+3PY+VbFiRXP69Oko7Rw9H69fv24aNWpk2/7GG2+YixcvRnvMQoUKGU9PzzjHOnHiRCPJbNmyxWGb8ePHm9WrV5s7d+5E2fb1118bSWb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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "交付图已更新：03_spatial_diagnostic.png ← outputs/student_run/figures/03_spatial_diagnostic.png\n"
     ]
    },
    {
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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "交付图已更新：04_sensitivity.png ← outputs/student_run/figures/04_sensitivity.png\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 交付图同步：从图件追溯表读取本次真实运行图，更新 Notebook 预览和 PPT 使用的四张标准图。\n",
    "from pathlib import Path\n",
    "import csv\n",
    "import shutil\n",
    "from IPython.display import Image, display\n",
    "\n",
    "_figure_dir = CASE_ROOT / \"notebook\" / \"figures\"\n",
    "_trace_path = CASE_ROOT / \"notebook\" / \"FIGURE_TRACEABILITY.csv\"\n",
    "with _trace_path.open(\"r\", encoding=\"utf-8-sig\", newline=\"\") as _stream:\n",
    "    _trace_rows = list(csv.DictReader(_stream))\n",
    "if len(_trace_rows) != 4:\n",
    "    raise ValueError(f\"图件追溯表应有4条记录，实际 {len(_trace_rows)} 条\")\n",
    "\n",
    "for _row in _trace_rows:\n",
    "    _source_rel = Path(_row[\"student_output\"])\n",
    "    if _source_rel.is_absolute() or \"..\" in _source_rel.parts:\n",
    "        raise ValueError(f\"图件来源路径必须位于案例目录内：{_source_rel}\")\n",
    "    _source = CASE_ROOT / _source_rel\n",
    "    if not _source.is_file():\n",
    "        raise FileNotFoundError(f\"本次运行没有生成追溯表登记的图：{_source}\")\n",
    "    _target_name = (_row.get(\"delivery_output\") or \"\").strip()\n",
    "    if not _target_name or Path(_target_name).name != _target_name:\n",
    "        raise ValueError(f\"交付图名无效：{_target_name!r}\")\n",
    "    _target = _figure_dir / _target_name\n",
    "    if _source.resolve() != _target.resolve():\n",
    "        shutil.copy2(_source, _target)\n",
    "    print(f\"交付图已更新：{_target_name} ← {_source_rel.as_posix()}\")\n",
    "    display(Image(filename=str(_target)))\n"
   ]
  }
 ],
 "metadata": {
  "case_id": "02",
  "execution_status": "executed_with_saved_outputs",
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.13.9"
  },
  "real_data_claim": false,
  "synthetic_demo": true
 },
 "nbformat": 4,
 "nbformat_minor": 5
}